Category Ranking
Ranking for category: Life, Physical, and Social Science.
#1Medium confidenceAnalysisNMLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Nuclear Monitoring Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 67% • SOC 19-4051.02
#2High confidenceWorkflowFALife, Physical, and Social Science • Health Care and Social Assistance
Forest and Conservation Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 66% • SOC 19-4071.00
#3High confidenceInsightCTLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Chemical Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 19-4031.00
#4High confidenceToolingNTLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Nuclear Technicians shows high exposure in repetitive digital tasks, with human review still required.
Exposure benchmark: 63% • SOC 19-4051.00
#5Low confidenceWorkflowBSLife, Physical, and Social Science • Public Administration
Biological Scientists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 19-1029.00
#6Low confidenceToolingSSLife, Physical, and Social Science • Health Care and Social Assistance
Social Scientists and Related Workers, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 58% • SOC 19-3099.00
#7High confidenceWorkflowATLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Agricultural Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 19-4012.00
#8High confidenceProductivityFSLife, Physical, and Social Science • Public Administration
Food Science Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 55% • SOC 19-4013.00
#9Low confidenceInsightPSLife, Physical, and Social Science • Educational Services
Physical Scientists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 54% • SOC 19-2099.00
#10High confidenceCoordinationAALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Atmospheric and Space Scientists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 53% • SOC 19-2021.00
#11High confidenceAnalysisRSLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Remote Sensing Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 53% • SOC 19-4099.03
#12Low confidenceOperationsPALife, Physical, and Social Science • Health Care and Social Assistance
Psychologists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 51% • SOC 19-3039.00
#13High confidenceProductivityESLife, Physical, and Social Science • Educational Services
Environmental Scientists and Specialists, Including Health is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 19-2041.00
#14Low confidenceOperationsLSLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Life Scientists, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 19-1099.00
#15Medium confidenceAnalysisQCLife, Physical, and Social Science • Health Care and Social Assistance
Quality Control Analysts is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 50% • SOC 19-4099.01
#16High confidencePlanningHTLife, Physical, and Social Science • Health Care and Social Assistance
Hydrologic Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 49% • SOC 19-4044.00
#17Low confidencePlanningLPLife, Physical, and Social Science • Health Care and Social Assistance
Life, Physical, and Social Science Technicians, All Other is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 48% • SOC 19-4099.00
#18High confidenceProductivitySSLife, Physical, and Social Science • Educational Services
Social Science Research Assistants is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 48% • SOC 19-4061.00
#19High confidenceToolingFSLife, Physical, and Social Science • Health Care and Social Assistance
Forensic Science Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 47% • SOC 19-4092.00
#20High confidenceInsightPALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Precision Agriculture Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 47% • SOC 19-4012.01
#21Medium confidenceSystemsPNLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Park Naturalists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 45% • SOC 19-1031.03
#22High confidenceInsightOHLife, Physical, and Social Science • Public Administration
Occupational Health and Safety Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 44% • SOC 19-5012.00
#23High confidenceInsightMLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Microbiologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 43% • SOC 19-1022.00
#24High confidenceAnalysisFSLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Food Scientists and Technologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 19-1012.00
#25Medium confidencePlanningMALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Molecular and Cellular Biologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 19-1029.02
#26High confidenceInsightZALife, Physical, and Social Science • Public Administration
Zoologists and Wildlife Biologists is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 42% • SOC 19-1023.00
#27High confidenceOperationsBTLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Biological Technicians is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 41% • SOC 19-4021.00
#28High confidenceInsightGELife, Physical, and Social Science • Educational Services
Geoscientists, Except Hydrologists and Geographers is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 40% • SOC 19-2042.00
#29High confidenceAnalysisTPLife, Physical, and Social Science • Health Care and Social Assistance
Transportation Planners is a hybrid role where automation assists execution but does not fully replace ownership.
Exposure benchmark: 40% • SOC 19-3099.01
#30High confidenceOperationsCNLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Clinical Neuropsychologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 39% • SOC 19-3039.03
#31High confidencePlanningFLife, Physical, and Social Science • Educational Services
Foresters remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 39% • SOC 19-1032.00
#32High confidenceProductivityAALife, Physical, and Social Science • Public Administration
Anthropologists and Archeologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-3091.00
#33High confidenceOperationsESLife, Physical, and Social Science • Public Administration
Environmental Science and Protection Technicians, Including Health remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-4042.00
#34High confidenceAnalysisGLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Geographers remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-3092.00
#35High confidenceWorkflowGTLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Geological Technicians, Except Hydrologic Technicians remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-4043.00
#36Medium confidenceWorkflowRMLife, Physical, and Social Science • Health Care and Social Assistance
Range Managers remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 38% • SOC 19-1031.02
#37High confidenceAnalysisSPLife, Physical, and Social Science • Health Care and Social Assistance
School Psychologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 37% • SOC 19-3034.00
#38High confidenceExecutionCSLife, Physical, and Social Science • Educational Services
Conservation Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 36% • SOC 19-1031.00
#39High confidenceSystemsMSLife, Physical, and Social Science • Public Administration
Materials Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 36% • SOC 19-2032.00
#40High confidenceCoordinationRSLife, Physical, and Social Science • Health Care and Social Assistance
Remote Sensing Scientists and Technologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 36% • SOC 19-2099.01
#41High confidencePlanningSRLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Survey Researchers remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 36% • SOC 19-3022.00
#42High confidenceToolingCLife, Physical, and Social Science • Public Administration
Chemists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 35% • SOC 19-2031.00
#43Medium confidenceOperationsALife, Physical, and Social Science • Health Care and Social Assistance
Astronomers remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 34% • SOC 19-2011.00
#44High confidenceWorkflowBSLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Bioinformatics Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 34% • SOC 19-1029.01
#45High confidenceProductivityELife, Physical, and Social Science • Professional, Scientific, and Technical Services
Economists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 34% • SOC 19-3011.00
#46High confidenceWorkflowSLife, Physical, and Social Science • Public Administration
Sociologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 34% • SOC 19-3041.00
#47High confidenceInsightIPLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Industrial-Organizational Psychologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 32% • SOC 19-3032.00
#48High confidenceOperationsOHLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Occupational Health and Safety Specialists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 32% • SOC 19-5011.00
#49High confidenceProductivityPSLife, Physical, and Social Science • Educational Services
Political Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 32% • SOC 19-3094.00
#50Medium confidenceSystemsASLife, Physical, and Social Science • Public Administration
Animal Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 30% • SOC 19-1011.00
#51Medium confidenceToolingBLife, Physical, and Social Science • Health Care and Social Assistance
Biologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 30% • SOC 19-1029.04
#52High confidenceSystemsNLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Neuropsychologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 30% • SOC 19-3039.02
#53High confidencePlanningEELife, Physical, and Social Science • Professional, Scientific, and Technical Services
Environmental Economists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 29% • SOC 19-3011.01
#54High confidenceCoordinationELife, Physical, and Social Science • Professional, Scientific, and Technical Services
Epidemiologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 29% • SOC 19-1041.00
#55High confidenceAnalysisGLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Geneticists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 28% • SOC 19-1029.03
#56High confidenceToolingSALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Soil and Plant Scientists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 27% • SOC 19-1013.00
#57High confidenceOperationsMSLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Medical Scientists, Except Epidemiologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 25% • SOC 19-1042.00
#58High confidenceWorkflowPLife, Physical, and Social Science • Public Administration
Physicists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 24% • SOC 19-2012.00
#59High confidenceToolingBALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Biochemists and Biophysicists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 23% • SOC 19-1021.00
#60High confidenceSystemsCCLife, Physical, and Social Science • Professional, Scientific, and Technical Services
Climate Change Policy Analysts remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 23% • SOC 19-2041.01
#61High confidenceToolingCALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Clinical and Counseling Psychologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 22% • SOC 19-3033.00
#62High confidenceSystemsERLife, Physical, and Social Science • Health Care and Social Assistance
Environmental Restoration Planners remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 22% • SOC 19-2041.02
#63High confidenceSystemsIELife, Physical, and Social Science • Health Care and Social Assistance
Industrial Ecologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 22% • SOC 19-2041.03
#64High confidenceExecutionHLife, Physical, and Social Science • Health Care and Social Assistance
Historians remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 21% • SOC 19-3093.00
#65High confidenceAnalysisHLife, Physical, and Social Science • Health Care and Social Assistance
Hydrologists remains mostly human-led, with selective automation opportunities in support work.
Exposure benchmark: 21% • SOC 19-2043.00
#66High confidenceAnalysisUALife, Physical, and Social Science • Professional, Scientific, and Technical Services
Urban and Regional Planners is currently AI-resistant due to physical, trust-based, or high-judgment responsibilities.
Exposure benchmark: 19% • SOC 19-3051.00